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Databricks Certified Associate Developer for Apache Spark · Databricks
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- Wide transformations (groupBy+agg, join, distinct, repartition) require redistributing rows across partitions — a shuffle. Narrow transformations (filter, select, withColumn, map) don't. Shuffles are the most expensive part of Spark execution.